Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 6 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 KiB |
| Average record size in memory | 194.7 B |
Variable types
| NUM | 20 |
|---|
Reproduction
| Analysis started | 2020-06-10 15:52:18.789250 |
|---|---|
| Analysis finished | 2020-06-10 15:52:56.851645 |
| Duration | 38.06 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
ert-January is highly correlated with rf-January and 1 other fields | High correlation |
rf-January is highly correlated with ert-January and 1 other fields | High correlation |
dt-January is highly correlated with rf-January and 1 other fields | High correlation |
rf-April is highly correlated with lr-January and 9 other fields | High correlation |
lr-January is highly correlated with rf-April and 9 other fields | High correlation |
ert-April is highly correlated with lr-January and 10 other fields | High correlation |
dt-April is highly correlated with lr-January and 10 other fields | High correlation |
lr-July is highly correlated with lr-April and 4 other fields | High correlation |
lr-April is highly correlated with lr-July | High correlation |
rf-July is highly correlated with lr-January and 8 other fields | High correlation |
ert-July is highly correlated with lr-January and 8 other fields | High correlation |
dt-July is highly correlated with lr-January and 8 other fields | High correlation |
lr-October is highly correlated with lr-January and 10 other fields | High correlation |
rf-October is highly correlated with lr-January and 5 other fields | High correlation |
ert-October is highly correlated with lr-January and 6 other fields | High correlation |
dt-October is highly correlated with lr-January and 9 other fields | High correlation |
lr-Year is highly correlated with rf-April and 7 other fields | High correlation |
rf-Year is highly correlated with ert-July and 2 other fields | High correlation |
ert-Year is highly correlated with rf-Year | High correlation |
dt-Year is highly correlated with rf-Year | High correlation |
lr-January has unique values | Unique |
rf-January has unique values | Unique |
ert-January has unique values | Unique |
dt-January has unique values | Unique |
lr-April has unique values | Unique |
rf-April has unique values | Unique |
ert-April has unique values | Unique |
dt-April has unique values | Unique |
lr-July has unique values | Unique |
rf-July has unique values | Unique |
ert-July has unique values | Unique |
dt-July has unique values | Unique |
lr-October has unique values | Unique |
rf-October has unique values | Unique |
ert-October has unique values | Unique |
dt-October has unique values | Unique |
lr-Year has unique values | Unique |
rf-Year has unique values | Unique |
ert-Year has unique values | Unique |
dt-Year has unique values | Unique |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33363289925005873 |
|---|---|
| Minimum | 0.119905961145369 |
| Maximum | 0.4824955531038594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.1199059611 |
|---|---|
| 5-th percentile | 0.1663831635 |
| Q1 | 0.3138516503 |
| median | 0.3568974785 |
| Q3 | 0.3787977821 |
| 95-th percentile | 0.4568182033 |
| Maximum | 0.4824955531 |
| Range | 0.362589592 |
| Interquartile range (IQR) | 0.06494613185 |
Descriptive statistics
| Standard deviation | 0.1204515081 |
|---|---|
| Coefficient of variation (CV) | 0.3610300674 |
| Kurtosis | 2.349477889 |
| Mean | 0.3336328993 |
| Median Absolute Deviation (MAD) | 0.03698569169 |
| Skewness | -1.083565013 |
| Sum | 2.001797396 |
| Variance | 0.0145085658 |
| Value | Count | Frequency (%) | |
| 0.3058147704 | 1 | 16.7% | |
| 0.3797861538 | 1 | 16.7% | |
| 0.1199059611 | 1 | 16.7% | |
| 0.3379622899 | 1 | 16.7% | |
| 0.3758326671 | 1 | 16.7% | |
| 0.4824955531 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1199059611 | 1 | 16.7% | |
| 0.3058147704 | 1 | 16.7% | |
| 0.3379622899 | 1 | 16.7% | |
| 0.3758326671 | 1 | 16.7% | |
| 0.3797861538 | 1 | 16.7% | |
| 0.4824955531 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.4824955531 | 1 | 16.7% | |
| 0.3797861538 | 1 | 16.7% | |
| 0.3758326671 | 1 | 16.7% | |
| 0.3379622899 | 1 | 16.7% | |
| 0.3058147704 | 1 | 16.7% | |
| 0.1199059611 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15132679427837134 |
|---|---|
| Minimum | 0.06717071261130797 |
| Maximum | 0.307567015599354 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.06717071261 |
|---|---|
| 5-th percentile | 0.07531708447 |
| Q1 | 0.1037497628 |
| median | 0.1361928866 |
| Q3 | 0.1599746287 |
| 95-th percentile | 0.2709455278 |
| Maximum | 0.3075670156 |
| Range | 0.240396303 |
| Interquartile range (IQR) | 0.05622486592 |
Descriptive statistics
| Standard deviation | 0.08431300929 |
|---|---|
| Coefficient of variation (CV) | 0.5571584972 |
| Kurtosis | 2.819663336 |
| Mean | 0.1513267943 |
| Median Absolute Deviation (MAD) | 0.03066243208 |
| Skewness | 1.520029762 |
| Sum | 0.9079607657 |
| Variance | 0.007108683535 |
| Value | Count | Frequency (%) | |
| 0.3075670156 | 1 | 16.7% | |
| 0.1566553222 | 1 | 16.7% | |
| 0.09975620005 | 1 | 16.7% | |
| 0.115730451 | 1 | 16.7% | |
| 0.1610810642 | 1 | 16.7% | |
| 0.06717071261 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.06717071261 | 1 | 16.7% | |
| 0.09975620005 | 1 | 16.7% | |
| 0.115730451 | 1 | 16.7% | |
| 0.1566553222 | 1 | 16.7% | |
| 0.1610810642 | 1 | 16.7% | |
| 0.3075670156 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.3075670156 | 1 | 16.7% | |
| 0.1610810642 | 1 | 16.7% | |
| 0.1566553222 | 1 | 16.7% | |
| 0.115730451 | 1 | 16.7% | |
| 0.09975620005 | 1 | 16.7% | |
| 0.06717071261 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11087921385282297 |
|---|---|
| Minimum | 0.07039295279321713 |
| Maximum | 0.16355263565235972 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.07039295279 |
|---|---|
| 5-th percentile | 0.07380957075 |
| Q1 | 0.08621489472 |
| median | 0.103359939 |
| Q3 | 0.1339224373 |
| 95-th percentile | 0.1578020747 |
| Maximum | 0.1635526357 |
| Range | 0.09315968286 |
| Interquartile range (IQR) | 0.04770754254 |
Descriptive statistics
| Standard deviation | 0.0356495499 |
|---|---|
| Coefficient of variation (CV) | 0.3215169793 |
| Kurtosis | -1.141687301 |
| Mean | 0.1108792139 |
| Median Absolute Deviation (MAD) | 0.02613375032 |
| Skewness | 0.5337937394 |
| Sum | 0.6652752831 |
| Variance | 0.001270890408 |
| Value | Count | Frequency (%) | |
| 0.08405942461 | 1 | 16.7% | |
| 0.1635526357 | 1 | 16.7% | |
| 0.07039295279 | 1 | 16.7% | |
| 0.140550392 | 1 | 16.7% | |
| 0.114038573 | 1 | 16.7% | |
| 0.09268130506 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.07039295279 | 1 | 16.7% | |
| 0.08405942461 | 1 | 16.7% | |
| 0.09268130506 | 1 | 16.7% | |
| 0.114038573 | 1 | 16.7% | |
| 0.140550392 | 1 | 16.7% | |
| 0.1635526357 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1635526357 | 1 | 16.7% | |
| 0.140550392 | 1 | 16.7% | |
| 0.114038573 | 1 | 16.7% | |
| 0.09268130506 | 1 | 16.7% | |
| 0.08405942461 | 1 | 16.7% | |
| 0.07039295279 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2020512997987701 |
|---|---|
| Minimum | 0.06326931032784844 |
| Maximum | 0.3858983625184741 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.06326931033 |
|---|---|
| 5-th percentile | 0.08402115712 |
| Q1 | 0.1521547366 |
| median | 0.1961879932 |
| Q3 | 0.2240123647 |
| 95-th percentile | 0.3455456324 |
| Maximum | 0.3858983625 |
| Range | 0.3226290522 |
| Interquartile range (IQR) | 0.07185762807 |
Descriptive statistics
| Standard deviation | 0.1078303813 |
|---|---|
| Coefficient of variation (CV) | 0.5336782362 |
| Kurtosis | 1.643750346 |
| Mean | 0.2020512998 |
| Median Absolute Deviation (MAD) | 0.03910537232 |
| Skewness | 0.8024935297 |
| Sum | 1.212307799 |
| Variance | 0.01162739113 |
| Value | Count | Frequency (%) | |
| 0.169788854 | 1 | 16.7% | |
| 0.06326931033 | 1 | 16.7% | |
| 0.3858983625 | 1 | 16.7% | |
| 0.1462766975 | 1 | 16.7% | |
| 0.2244874421 | 1 | 16.7% | |
| 0.2225871324 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.06326931033 | 1 | 16.7% | |
| 0.1462766975 | 1 | 16.7% | |
| 0.169788854 | 1 | 16.7% | |
| 0.2225871324 | 1 | 16.7% | |
| 0.2244874421 | 1 | 16.7% | |
| 0.3858983625 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.3858983625 | 1 | 16.7% | |
| 0.2244874421 | 1 | 16.7% | |
| 0.2225871324 | 1 | 16.7% | |
| 0.169788854 | 1 | 16.7% | |
| 0.1462766975 | 1 | 16.7% | |
| 0.06326931033 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33723078356228814 |
|---|---|
| Minimum | 0.05611004389373008 |
| Maximum | 0.4864112565596948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.05611004389 |
|---|---|
| 5-th percentile | 0.1119359933 |
| Q1 | 0.3008635078 |
| median | 0.3742250617 |
| Q3 | 0.4355589812 |
| 95-th percentile | 0.4780583014 |
| Maximum | 0.4864112566 |
| Range | 0.4303012127 |
| Interquartile range (IQR) | 0.1346954733 |
Descriptive statistics
| Standard deviation | 0.1555175032 |
|---|---|
| Coefficient of variation (CV) | 0.4611604598 |
| Kurtosis | 2.051102034 |
| Mean | 0.3372307836 |
| Median Absolute Deviation (MAD) | 0.08679279724 |
| Skewness | -1.389340113 |
| Sum | 2.023384701 |
| Variance | 0.0241856938 |
| Value | Count | Frequency (%) | |
| 0.4864112566 | 1 | 16.7% | |
| 0.3652125067 | 1 | 16.7% | |
| 0.05611004389 | 1 | 16.7% | |
| 0.452999436 | 1 | 16.7% | |
| 0.3832376166 | 1 | 16.7% | |
| 0.2794138415 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.05611004389 | 1 | 16.7% | |
| 0.2794138415 | 1 | 16.7% | |
| 0.3652125067 | 1 | 16.7% | |
| 0.3832376166 | 1 | 16.7% | |
| 0.452999436 | 1 | 16.7% | |
| 0.4864112566 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.4864112566 | 1 | 16.7% | |
| 0.452999436 | 1 | 16.7% | |
| 0.3832376166 | 1 | 16.7% | |
| 0.3652125067 | 1 | 16.7% | |
| 0.2794138415 | 1 | 16.7% | |
| 0.05611004389 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11210771433489321 |
|---|---|
| Minimum | 0.035367278827838154 |
| Maximum | 0.1562164538583798 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.03536727883 |
|---|---|
| 5-th percentile | 0.05149113119 |
| Q1 | 0.1016160599 |
| median | 0.1205545172 |
| Q3 | 0.1386263379 |
| 95-th percentile | 0.1521850481 |
| Maximum | 0.1562164539 |
| Range | 0.120849175 |
| Interquartile range (IQR) | 0.037010278 |
Descriptive statistics
| Standard deviation | 0.04309190611 |
|---|---|
| Coefficient of variation (CV) | 0.3843794905 |
| Kurtosis | 1.736932298 |
| Mean | 0.1121077143 |
| Median Absolute Deviation (MAD) | 0.02011407124 |
| Skewness | -1.257283909 |
| Sum | 0.672646286 |
| Variance | 0.001856912373 |
| Value | Count | Frequency (%) | |
| 0.03536727883 | 1 | 16.7% | |
| 0.1562164539 | 1 | 16.7% | |
| 0.09986268827 | 1 | 16.7% | |
| 0.1068761749 | 1 | 16.7% | |
| 0.1400908307 | 1 | 16.7% | |
| 0.1342328594 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.03536727883 | 1 | 16.7% | |
| 0.09986268827 | 1 | 16.7% | |
| 0.1068761749 | 1 | 16.7% | |
| 0.1342328594 | 1 | 16.7% | |
| 0.1400908307 | 1 | 16.7% | |
| 0.1562164539 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1562164539 | 1 | 16.7% | |
| 0.1400908307 | 1 | 16.7% | |
| 0.1342328594 | 1 | 16.7% | |
| 0.1068761749 | 1 | 16.7% | |
| 0.09986268827 | 1 | 16.7% | |
| 0.03536727883 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08574586055121954 |
|---|---|
| Minimum | 0.032018744998587936 |
| Maximum | 0.13090203164854447 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.032018745 |
|---|---|
| 5-th percentile | 0.04122245573 |
| Q1 | 0.07222020576 |
| median | 0.08614870972 |
| Q3 | 0.1052968745 |
| 95-th percentile | 0.1257823686 |
| Maximum | 0.1309020316 |
| Range | 0.09888328665 |
| Interquartile range (IQR) | 0.03307666875 |
Descriptive statistics
| Standard deviation | 0.03420356021 |
|---|---|
| Coefficient of variation (CV) | 0.3988945938 |
| Kurtosis | 0.3700590038 |
| Mean | 0.08574586055 |
| Median Absolute Deviation (MAD) | 0.02079489566 |
| Skewness | -0.3957589807 |
| Sum | 0.5144751633 |
| Variance | 0.001169883531 |
| Value | Count | Frequency (%) | |
| 0.08991736023 | 1 | 16.7% | |
| 0.06883358794 | 1 | 16.7% | |
| 0.1104233793 | 1 | 16.7% | |
| 0.032018745 | 1 | 16.7% | |
| 0.1309020316 | 1 | 16.7% | |
| 0.08238005922 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.032018745 | 1 | 16.7% | |
| 0.06883358794 | 1 | 16.7% | |
| 0.08238005922 | 1 | 16.7% | |
| 0.08991736023 | 1 | 16.7% | |
| 0.1104233793 | 1 | 16.7% | |
| 0.1309020316 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1309020316 | 1 | 16.7% | |
| 0.1104233793 | 1 | 16.7% | |
| 0.08991736023 | 1 | 16.7% | |
| 0.08238005922 | 1 | 16.7% | |
| 0.06883358794 | 1 | 16.7% | |
| 0.032018745 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15703710182004257 |
|---|---|
| Minimum | 0.038348814197011305 |
| Maximum | 0.2284040012733522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.0383488142 |
|---|---|
| 5-th percentile | 0.06486397392 |
| Q1 | 0.1456633557 |
| median | 0.1680465854 |
| Q3 | 0.1928924055 |
| 95-th percentile | 0.2200447938 |
| Maximum | 0.2284040013 |
| Range | 0.1900551871 |
| Interquartile range (IQR) | 0.04722904985 |
Descriptive statistics
| Standard deviation | 0.06590027508 |
|---|---|
| Coefficient of variation (CV) | 0.419647805 |
| Kurtosis | 2.18443478 |
| Mean | 0.1570371018 |
| Median Absolute Deviation (MAD) | 0.02527885922 |
| Skewness | -1.289679719 |
| Sum | 0.9422226109 |
| Variance | 0.004342846256 |
| Value | Count | Frequency (%) | |
| 0.1949671715 | 1 | 16.7% | |
| 0.1444094531 | 1 | 16.7% | |
| 0.1494250634 | 1 | 16.7% | |
| 0.0383488142 | 1 | 16.7% | |
| 0.2284040013 | 1 | 16.7% | |
| 0.1866681074 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.0383488142 | 1 | 16.7% | |
| 0.1444094531 | 1 | 16.7% | |
| 0.1494250634 | 1 | 16.7% | |
| 0.1866681074 | 1 | 16.7% | |
| 0.1949671715 | 1 | 16.7% | |
| 0.2284040013 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.2284040013 | 1 | 16.7% | |
| 0.1949671715 | 1 | 16.7% | |
| 0.1866681074 | 1 | 16.7% | |
| 0.1494250634 | 1 | 16.7% | |
| 0.1444094531 | 1 | 16.7% | |
| 0.0383488142 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35993037909060827 |
|---|---|
| Minimum | 0.13115443546171146 |
| Maximum | 0.4749322206105218 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.1311544355 |
|---|---|
| 5-th percentile | 0.1784109598 |
| Q1 | 0.32802148 |
| median | 0.3955399512 |
| Q3 | 0.4415602826 |
| 95-th percentile | 0.4667579613 |
| Maximum | 0.4749322206 |
| Range | 0.3437777851 |
| Interquartile range (IQR) | 0.1135388026 |
Descriptive statistics
| Standard deviation | 0.1267480186 |
|---|---|
| Coefficient of variation (CV) | 0.3521459313 |
| Kurtosis | 1.894331729 |
| Mean | 0.3599303791 |
| Median Absolute Deviation (MAD) | 0.06102732538 |
| Skewness | -1.392912074 |
| Sum | 2.159582275 |
| Variance | 0.01606506021 |
| Value | Count | Frequency (%) | |
| 0.4422351834 | 1 | 16.7% | |
| 0.4749322206 | 1 | 16.7% | |
| 0.3515443222 | 1 | 16.7% | |
| 0.3201805326 | 1 | 16.7% | |
| 0.1311544355 | 1 | 16.7% | |
| 0.4395355803 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1311544355 | 1 | 16.7% | |
| 0.3201805326 | 1 | 16.7% | |
| 0.3515443222 | 1 | 16.7% | |
| 0.4395355803 | 1 | 16.7% | |
| 0.4422351834 | 1 | 16.7% | |
| 0.4749322206 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.4749322206 | 1 | 16.7% | |
| 0.4422351834 | 1 | 16.7% | |
| 0.4395355803 | 1 | 16.7% | |
| 0.3515443222 | 1 | 16.7% | |
| 0.3201805326 | 1 | 16.7% | |
| 0.1311544355 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12951640613426021 |
|---|---|
| Minimum | 0.022577378754648242 |
| Maximum | 0.22339438485509988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.02257737875 |
|---|---|
| 5-th percentile | 0.04051870017 |
| Q1 | 0.1017797059 |
| median | 0.1363103392 |
| Q3 | 0.1602549598 |
| 95-th percentile | 0.2085866212 |
| Maximum | 0.2233943849 |
| Range | 0.2008170061 |
| Interquartile range (IQR) | 0.05847525393 |
Descriptive statistics
| Standard deviation | 0.06793758869 |
|---|---|
| Coefficient of variation (CV) | 0.5245481303 |
| Kurtosis | 0.7015220111 |
| Mean | 0.1295164061 |
| Median Absolute Deviation (MAD) | 0.03491033295 |
| Skewness | -0.3738996195 |
| Sum | 0.7770984368 |
| Variance | 0.004615515957 |
| Value | Count | Frequency (%) | |
| 0.2233943849 | 1 | 16.7% | |
| 0.1641633303 | 1 | 16.7% | |
| 0.1485298482 | 1 | 16.7% | |
| 0.1240908302 | 1 | 16.7% | |
| 0.02257737875 | 1 | 16.7% | |
| 0.0943426644 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.02257737875 | 1 | 16.7% | |
| 0.0943426644 | 1 | 16.7% | |
| 0.1240908302 | 1 | 16.7% | |
| 0.1485298482 | 1 | 16.7% | |
| 0.1641633303 | 1 | 16.7% | |
| 0.2233943849 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.2233943849 | 1 | 16.7% | |
| 0.1641633303 | 1 | 16.7% | |
| 0.1485298482 | 1 | 16.7% | |
| 0.1240908302 | 1 | 16.7% | |
| 0.0943426644 | 1 | 16.7% | |
| 0.02257737875 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08451028930561244 |
|---|---|
| Minimum | 0.02096914575758375 |
| Maximum | 0.11517455522648233 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.02096914576 |
|---|---|
| 5-th percentile | 0.03367377401 |
| Q1 | 0.07505545768 |
| median | 0.09270633962 |
| Q3 | 0.1104267288 |
| 95-th percentile | 0.1148103406 |
| Maximum | 0.1151745552 |
| Range | 0.09420540947 |
| Interquartile range (IQR) | 0.03537127116 |
Descriptive statistics
| Standard deviation | 0.03535598575 |
|---|---|
| Coefficient of variation (CV) | 0.4183630897 |
| Kurtosis | 1.815902654 |
| Mean | 0.08451028931 |
| Median Absolute Deviation (MAD) | 0.02096501906 |
| Skewness | -1.362499324 |
| Sum | 0.5070617358 |
| Variance | 0.001250045728 |
| Value | Count | Frequency (%) | |
| 0.1151745552 | 1 | 16.7% | |
| 0.1005538248 | 1 | 16.7% | |
| 0.08485885447 | 1 | 16.7% | |
| 0.02096914576 | 1 | 16.7% | |
| 0.07178765875 | 1 | 16.7% | |
| 0.1137176969 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.02096914576 | 1 | 16.7% | |
| 0.07178765875 | 1 | 16.7% | |
| 0.08485885447 | 1 | 16.7% | |
| 0.1005538248 | 1 | 16.7% | |
| 0.1137176969 | 1 | 16.7% | |
| 0.1151745552 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1151745552 | 1 | 16.7% | |
| 0.1137176969 | 1 | 16.7% | |
| 0.1005538248 | 1 | 16.7% | |
| 0.08485885447 | 1 | 16.7% | |
| 0.07178765875 | 1 | 16.7% | |
| 0.02096914576 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1895569205366009 |
|---|---|
| Minimum | 0.023337880200460803 |
| Maximum | 0.34169361573760143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.0233378802 |
|---|---|
| 5-th percentile | 0.05333833777 |
| Q1 | 0.1533066801 |
| median | 0.1910955584 |
| Q3 | 0.2348302819 |
| 95-th percentile | 0.3179650118 |
| Maximum | 0.3416936157 |
| Range | 0.3183557355 |
| Interquartile range (IQR) | 0.08152360179 |
Descriptive statistics
| Standard deviation | 0.1061262815 |
|---|---|
| Coefficient of variation (CV) | 0.5598649798 |
| Kurtosis | 1.003050016 |
| Mean | 0.1895569205 |
| Median Absolute Deviation (MAD) | 0.05171974477 |
| Skewness | -0.2464468287 |
| Sum | 1.137341523 |
| Variance | 0.01126278762 |
| Value | Count | Frequency (%) | |
| 0.3416936157 | 1 | 16.7% | |
| 0.1989835277 | 1 | 16.7% | |
| 0.1433397105 | 1 | 16.7% | |
| 0.1832075891 | 1 | 16.7% | |
| 0.0233378802 | 1 | 16.7% | |
| 0.2467792 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.0233378802 | 1 | 16.7% | |
| 0.1433397105 | 1 | 16.7% | |
| 0.1832075891 | 1 | 16.7% | |
| 0.1989835277 | 1 | 16.7% | |
| 0.2467792 | 1 | 16.7% | |
| 0.3416936157 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.3416936157 | 1 | 16.7% | |
| 0.2467792 | 1 | 16.7% | |
| 0.1989835277 | 1 | 16.7% | |
| 0.1832075891 | 1 | 16.7% | |
| 0.1433397105 | 1 | 16.7% | |
| 0.0233378802 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31035700896660456 |
|---|---|
| Minimum | 0.11574182438310665 |
| Maximum | 0.4689741821398079 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.1157418244 |
|---|---|
| 5-th percentile | 0.1617649102 |
| Q1 | 0.3019274907 |
| median | 0.3113528291 |
| Q3 | 0.3447892157 |
| 95-th percentile | 0.4404521919 |
| Maximum | 0.4689741821 |
| Range | 0.3532323578 |
| Interquartile range (IQR) | 0.04286172508 |
Descriptive statistics
| Standard deviation | 0.1141488753 |
|---|---|
| Coefficient of variation (CV) | 0.3677986061 |
| Kurtosis | 2.290597477 |
| Mean | 0.310357009 |
| Median Absolute Deviation (MAD) | 0.02752602678 |
| Skewness | -0.6642308453 |
| Sum | 1.862142054 |
| Variance | 0.01302996573 |
| Value | Count | Frequency (%) | |
| 0.4689741821 | 1 | 16.7% | |
| 0.3082074592 | 1 | 16.7% | |
| 0.3548862214 | 1 | 16.7% | |
| 0.3144981989 | 1 | 16.7% | |
| 0.2998341678 | 1 | 16.7% | |
| 0.1157418244 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1157418244 | 1 | 16.7% | |
| 0.2998341678 | 1 | 16.7% | |
| 0.3082074592 | 1 | 16.7% | |
| 0.3144981989 | 1 | 16.7% | |
| 0.3548862214 | 1 | 16.7% | |
| 0.4689741821 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.4689741821 | 1 | 16.7% | |
| 0.3548862214 | 1 | 16.7% | |
| 0.3144981989 | 1 | 16.7% | |
| 0.3082074592 | 1 | 16.7% | |
| 0.2998341678 | 1 | 16.7% | |
| 0.1157418244 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12197957019517393 |
|---|---|
| Minimum | 0.046202068174082914 |
| Maximum | 0.18992672629845428 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.04620206817 |
|---|---|
| 5-th percentile | 0.06447323568 |
| Q1 | 0.1196636275 |
| median | 0.1212072959 |
| Q3 | 0.1309405466 |
| 95-th percentile | 0.1759568689 |
| Maximum | 0.1899267263 |
| Range | 0.1437246581 |
| Interquartile range (IQR) | 0.01127691917 |
Descriptive statistics
| Standard deviation | 0.04585512219 |
|---|---|
| Coefficient of variation (CV) | 0.3759246087 |
| Kurtosis | 2.348487675 |
| Mean | 0.1219795702 |
| Median Absolute Deviation (MAD) | 0.007380279244 |
| Skewness | -0.3724241098 |
| Sum | 0.7318774212 |
| Variance | 0.002102692231 |
| Value | Count | Frequency (%) | |
| 0.1340472967 | 1 | 16.7% | |
| 0.1899267263 | 1 | 16.7% | |
| 0.04620206817 | 1 | 16.7% | |
| 0.1207942953 | 1 | 16.7% | |
| 0.1216202965 | 1 | 16.7% | |
| 0.1192867382 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.04620206817 | 1 | 16.7% | |
| 0.1192867382 | 1 | 16.7% | |
| 0.1207942953 | 1 | 16.7% | |
| 0.1216202965 | 1 | 16.7% | |
| 0.1340472967 | 1 | 16.7% | |
| 0.1899267263 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1899267263 | 1 | 16.7% | |
| 0.1340472967 | 1 | 16.7% | |
| 0.1216202965 | 1 | 16.7% | |
| 0.1207942953 | 1 | 16.7% | |
| 0.1192867382 | 1 | 16.7% | |
| 0.04620206817 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09528968096763224 |
|---|---|
| Minimum | 0.04713882874117527 |
| Maximum | 0.13580809164755311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.04713882874 |
|---|---|
| 5-th percentile | 0.05868914265 |
| Q1 | 0.09359746541 |
| median | 0.09495696405 |
| Q3 | 0.1030389446 |
| 95-th percentile | 0.128240357 |
| Maximum | 0.1358080916 |
| Range | 0.08866926291 |
| Interquartile range (IQR) | 0.009441479196 |
Descriptive statistics
| Standard deviation | 0.02853057713 |
|---|---|
| Coefficient of variation (CV) | 0.299408885 |
| Kurtosis | 2.288175128 |
| Mean | 0.09528968097 |
| Median Absolute Deviation (MAD) | 0.006098534293 |
| Skewness | -0.5690212523 |
| Sum | 0.5717380858 |
| Variance | 0.0008139938314 |
| Value | Count | Frequency (%) | |
| 0.1358080916 | 1 | 16.7% | |
| 0.1055371529 | 1 | 16.7% | |
| 0.09334008436 | 1 | 16.7% | |
| 0.09554431957 | 1 | 16.7% | |
| 0.09436960854 | 1 | 16.7% | |
| 0.04713882874 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.04713882874 | 1 | 16.7% | |
| 0.09334008436 | 1 | 16.7% | |
| 0.09436960854 | 1 | 16.7% | |
| 0.09554431957 | 1 | 16.7% | |
| 0.1055371529 | 1 | 16.7% | |
| 0.1358080916 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1358080916 | 1 | 16.7% | |
| 0.1055371529 | 1 | 16.7% | |
| 0.09554431957 | 1 | 16.7% | |
| 0.09436960854 | 1 | 16.7% | |
| 0.09334008436 | 1 | 16.7% | |
| 0.04713882874 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18207866157420047 |
|---|---|
| Minimum | 0.050429933677600826 |
| Maximum | 0.2846089004201243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.05042993368 |
|---|---|
| 5-th percentile | 0.08029199393 |
| Q1 | 0.1743730088 |
| median | 0.1895569921 |
| Q3 | 0.2041448506 |
| 95-th percentile | 0.2655669194 |
| Maximum | 0.2846089004 |
| Range | 0.2341789667 |
| Interquartile range (IQR) | 0.02977184184 |
Descriptive statistics
| Standard deviation | 0.07590163146 |
|---|---|
| Coefficient of variation (CV) | 0.4168617607 |
| Kurtosis | 2.426807095 |
| Mean | 0.1820786616 |
| Median Absolute Deviation (MAD) | 0.01928140093 |
| Skewness | -0.8139113875 |
| Sum | 1.092471969 |
| Variance | 0.005761057658 |
| Value | Count | Frequency (%) | |
| 0.191256473 | 1 | 16.7% | |
| 0.2846089004 | 1 | 16.7% | |
| 0.2084409765 | 1 | 16.7% | |
| 0.05042993368 | 1 | 16.7% | |
| 0.1698781747 | 1 | 16.7% | |
| 0.1878575112 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.05042993368 | 1 | 16.7% | |
| 0.1698781747 | 1 | 16.7% | |
| 0.1878575112 | 1 | 16.7% | |
| 0.191256473 | 1 | 16.7% | |
| 0.2084409765 | 1 | 16.7% | |
| 0.2846089004 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.2846089004 | 1 | 16.7% | |
| 0.2084409765 | 1 | 16.7% | |
| 0.191256473 | 1 | 16.7% | |
| 0.1878575112 | 1 | 16.7% | |
| 0.1698781747 | 1 | 16.7% | |
| 0.05042993368 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3303154835067015 |
|---|---|
| Minimum | 0.1739677805891321 |
| Maximum | 0.4292079547444394 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.1739677806 |
|---|---|
| 5-th percentile | 0.2014630978 |
| Q1 | 0.2947674934 |
| median | 0.3460616496 |
| Q3 | 0.3932087312 |
| 95-th percentile | 0.4225671703 |
| Maximum | 0.4292079547 |
| Range | 0.2552401742 |
| Interquartile range (IQR) | 0.09844123781 |
Descriptive statistics
| Standard deviation | 0.0925325779 |
|---|---|
| Coefficient of variation (CV) | 0.2801339402 |
| Kurtosis | 0.6877187647 |
| Mean | 0.3303154835 |
| Median Absolute Deviation (MAD) | 0.05934788387 |
| Skewness | -0.9597498009 |
| Sum | 1.981892901 |
| Variance | 0.008562277973 |
| Value | Count | Frequency (%) | |
| 0.4292079547 | 1 | 16.7% | |
| 0.1739677806 | 1 | 16.7% | |
| 0.3649004737 | 1 | 16.7% | |
| 0.3272228256 | 1 | 16.7% | |
| 0.4026448171 | 1 | 16.7% | |
| 0.2839490493 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1739677806 | 1 | 16.7% | |
| 0.2839490493 | 1 | 16.7% | |
| 0.3272228256 | 1 | 16.7% | |
| 0.3649004737 | 1 | 16.7% | |
| 0.4026448171 | 1 | 16.7% | |
| 0.4292079547 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.4292079547 | 1 | 16.7% | |
| 0.4026448171 | 1 | 16.7% | |
| 0.3649004737 | 1 | 16.7% | |
| 0.3272228256 | 1 | 16.7% | |
| 0.2839490493 | 1 | 16.7% | |
| 0.1739677806 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08645090822270486 |
|---|---|
| Minimum | 0.03215376836023877 |
| Maximum | 0.10815101320418047 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.03215376836 |
|---|---|
| 5-th percentile | 0.03907900693 |
| Q1 | 0.07120067952 |
| median | 0.1052466238 |
| Q3 | 0.1073531975 |
| 95-th percentile | 0.1081264343 |
| Maximum | 0.1081510132 |
| Range | 0.07599724484 |
| Interquartile range (IQR) | 0.036152518 |
Descriptive statistics
| Standard deviation | 0.03255649343 |
|---|---|
| Coefficient of variation (CV) | 0.3765893742 |
| Kurtosis | -0.09315632994 |
| Mean | 0.08645090822 |
| Median Absolute Deviation (MAD) | 0.002855231602 |
| Skewness | -1.263307896 |
| Sum | 0.5187054493 |
| Variance | 0.001059925264 |
| Value | Count | Frequency (%) | |
| 0.05985472263 | 1 | 16.7% | |
| 0.1081510132 | 1 | 16.7% | |
| 0.1080526976 | 1 | 16.7% | |
| 0.1052546974 | 1 | 16.7% | |
| 0.1052385502 | 1 | 16.7% | |
| 0.03215376836 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.03215376836 | 1 | 16.7% | |
| 0.05985472263 | 1 | 16.7% | |
| 0.1052385502 | 1 | 16.7% | |
| 0.1052546974 | 1 | 16.7% | |
| 0.1080526976 | 1 | 16.7% | |
| 0.1081510132 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1081510132 | 1 | 16.7% | |
| 0.1080526976 | 1 | 16.7% | |
| 0.1052546974 | 1 | 16.7% | |
| 0.1052385502 | 1 | 16.7% | |
| 0.05985472263 | 1 | 16.7% | |
| 0.03215376836 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06812514747658639 |
|---|---|
| Minimum | 0.04697989289681595 |
| Maximum | 0.07999164378879091 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.0469798929 |
|---|---|
| 5-th percentile | 0.0481554014 |
| Q1 | 0.05748566141 |
| median | 0.07589131477 |
| Q3 | 0.07795753495 |
| 95-th percentile | 0.07957243077 |
| Maximum | 0.07999164379 |
| Range | 0.03301175089 |
| Interquartile range (IQR) | 0.02047187353 |
Descriptive statistics
| Standard deviation | 0.01472921212 |
|---|---|
| Coefficient of variation (CV) | 0.2162081502 |
| Kurtosis | -1.615399686 |
| Mean | 0.06812514748 |
| Median Absolute Deviation (MAD) | 0.003261902985 |
| Skewness | -0.9565251615 |
| Sum | 0.4087508849 |
| Variance | 0.0002169496897 |
| Value | Count | Frequency (%) | |
| 0.07688576461 | 1 | 16.7% | |
| 0.05168192691 | 1 | 16.7% | |
| 0.0469798929 | 1 | 16.7% | |
| 0.07831479172 | 1 | 16.7% | |
| 0.07999164379 | 1 | 16.7% | |
| 0.07489686493 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.0469798929 | 1 | 16.7% | |
| 0.05168192691 | 1 | 16.7% | |
| 0.07489686493 | 1 | 16.7% | |
| 0.07688576461 | 1 | 16.7% | |
| 0.07831479172 | 1 | 16.7% | |
| 0.07999164379 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.07999164379 | 1 | 16.7% | |
| 0.07831479172 | 1 | 16.7% | |
| 0.07688576461 | 1 | 16.7% | |
| 0.07489686493 | 1 | 16.7% | |
| 0.05168192691 | 1 | 16.7% | |
| 0.0469798929 | 1 | 16.7% |
| Distinct count | 6 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12991607043896955 |
|---|---|
| Minimum | 0.03687726382718098 |
| Maximum | 0.16870972712318485 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 256.0 B |
Quantile statistics
| Minimum | 0.03687726383 |
|---|---|
| 5-th percentile | 0.05865621119 |
| Q1 | 0.126088758 |
| median | 0.1450050273 |
| Q3 | 0.1593382885 |
| 95-th percentile | 0.1665088763 |
| Maximum | 0.1687097271 |
| Range | 0.1318324633 |
| Interquartile range (IQR) | 0.03324953051 |
Descriptive statistics
| Standard deviation | 0.04872372958 |
|---|---|
| Coefficient of variation (CV) | 0.3750400502 |
| Kurtosis | 3.511882971 |
| Mean | 0.1299160704 |
| Median Absolute Deviation (MAD) | 0.0179566353 |
| Skewness | -1.812667393 |
| Sum | 0.7794964226 |
| Variance | 0.002374001825 |
| Value | Count | Frequency (%) | |
| 0.1323758721 | 1 | 16.7% | |
| 0.03687726383 | 1 | 16.7% | |
| 0.1599063239 | 1 | 16.7% | |
| 0.1239930533 | 1 | 16.7% | |
| 0.1576341824 | 1 | 16.7% | |
| 0.1687097271 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.03687726383 | 1 | 16.7% | |
| 0.1239930533 | 1 | 16.7% | |
| 0.1323758721 | 1 | 16.7% | |
| 0.1576341824 | 1 | 16.7% | |
| 0.1599063239 | 1 | 16.7% | |
| 0.1687097271 | 1 | 16.7% |
| Value | Count | Frequency (%) | |
| 0.1687097271 | 1 | 16.7% | |
| 0.1599063239 | 1 | 16.7% | |
| 0.1576341824 | 1 | 16.7% | |
| 0.1323758721 | 1 | 16.7% | |
| 0.1239930533 | 1 | 16.7% | |
| 0.03687726383 | 1 | 16.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| lr-January | rf-January | ert-January | dt-January | lr-April | rf-April | ert-April | dt-April | lr-July | rf-July | ert-July | dt-July | lr-October | rf-October | ert-October | dt-October | lr-Year | rf-Year | ert-Year | dt-Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.119906 | 0.067171 | 0.070393 | 0.063269 | 0.056110 | 0.035367 | 0.032019 | 0.038349 | 0.131154 | 0.022577 | 0.020969 | 0.023338 | 0.115742 | 0.046202 | 0.047139 | 0.050430 | 0.173968 | 0.032154 | 0.051682 | 0.036877 |
| 1 | 0.379786 | 0.307567 | 0.163553 | 0.385898 | 0.279414 | 0.106876 | 0.068834 | 0.149425 | 0.320181 | 0.124091 | 0.084859 | 0.183208 | 0.314498 | 0.121620 | 0.093340 | 0.169878 | 0.283949 | 0.108151 | 0.078315 | 0.168710 |
| 2 | 0.337962 | 0.156655 | 0.114039 | 0.224487 | 0.452999 | 0.134233 | 0.089917 | 0.194967 | 0.474932 | 0.164163 | 0.100554 | 0.246779 | 0.299834 | 0.119287 | 0.094370 | 0.187858 | 0.364900 | 0.105255 | 0.076886 | 0.157634 |
| 3 | 0.375833 | 0.115730 | 0.092681 | 0.169789 | 0.486411 | 0.140091 | 0.110423 | 0.186668 | 0.439536 | 0.148530 | 0.115175 | 0.198984 | 0.354886 | 0.120794 | 0.095544 | 0.191256 | 0.402645 | 0.108053 | 0.079992 | 0.159906 |
| 4 | 0.305815 | 0.099756 | 0.084059 | 0.146277 | 0.383238 | 0.099863 | 0.082380 | 0.144409 | 0.351544 | 0.094343 | 0.071788 | 0.143340 | 0.308207 | 0.134047 | 0.105537 | 0.208441 | 0.327223 | 0.059855 | 0.046980 | 0.123993 |
| 5 | 0.482496 | 0.161081 | 0.140550 | 0.222587 | 0.365213 | 0.156216 | 0.130902 | 0.228404 | 0.442235 | 0.223394 | 0.113718 | 0.341694 | 0.468974 | 0.189927 | 0.135808 | 0.284609 | 0.429208 | 0.105239 | 0.074897 | 0.132376 |
Last rows
| lr-January | rf-January | ert-January | dt-January | lr-April | rf-April | ert-April | dt-April | lr-July | rf-July | ert-July | dt-July | lr-October | rf-October | ert-October | dt-October | lr-Year | rf-Year | ert-Year | dt-Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.119906 | 0.067171 | 0.070393 | 0.063269 | 0.056110 | 0.035367 | 0.032019 | 0.038349 | 0.131154 | 0.022577 | 0.020969 | 0.023338 | 0.115742 | 0.046202 | 0.047139 | 0.050430 | 0.173968 | 0.032154 | 0.051682 | 0.036877 |
| 1 | 0.379786 | 0.307567 | 0.163553 | 0.385898 | 0.279414 | 0.106876 | 0.068834 | 0.149425 | 0.320181 | 0.124091 | 0.084859 | 0.183208 | 0.314498 | 0.121620 | 0.093340 | 0.169878 | 0.283949 | 0.108151 | 0.078315 | 0.168710 |
| 2 | 0.337962 | 0.156655 | 0.114039 | 0.224487 | 0.452999 | 0.134233 | 0.089917 | 0.194967 | 0.474932 | 0.164163 | 0.100554 | 0.246779 | 0.299834 | 0.119287 | 0.094370 | 0.187858 | 0.364900 | 0.105255 | 0.076886 | 0.157634 |
| 3 | 0.375833 | 0.115730 | 0.092681 | 0.169789 | 0.486411 | 0.140091 | 0.110423 | 0.186668 | 0.439536 | 0.148530 | 0.115175 | 0.198984 | 0.354886 | 0.120794 | 0.095544 | 0.191256 | 0.402645 | 0.108053 | 0.079992 | 0.159906 |
| 4 | 0.305815 | 0.099756 | 0.084059 | 0.146277 | 0.383238 | 0.099863 | 0.082380 | 0.144409 | 0.351544 | 0.094343 | 0.071788 | 0.143340 | 0.308207 | 0.134047 | 0.105537 | 0.208441 | 0.327223 | 0.059855 | 0.046980 | 0.123993 |
| 5 | 0.482496 | 0.161081 | 0.140550 | 0.222587 | 0.365213 | 0.156216 | 0.130902 | 0.228404 | 0.442235 | 0.223394 | 0.113718 | 0.341694 | 0.468974 | 0.189927 | 0.135808 | 0.284609 | 0.429208 | 0.105239 | 0.074897 | 0.132376 |